Details

Time bar (total: 11.4s)

sample147.0ms

Algorithm
intervals
Results
35.0ms58×body10240exit
23.0ms91×body80nan
22.0ms39×body1280valid
16.0ms50×body640valid
9.0ms120×body80valid
6.0ms30×body320valid
3.0ms12×body640nan
3.0msbody2560valid
2.0ms17×body160valid
2.0msbody1280nan
1.0msbody320nan
0.0msbody160nan

simplify222.0ms

Counts
1 → 1

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 24.1b

localize21.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.1b
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
1.9b
(log (+ (- 1.0 y) (* y (exp z))))
2.5b
(+ (- 1.0 y) (* y (exp z)))

rewrite190.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt
16×add-cube-cbrt *-un-lft-identity
12×times-frac
11×pow1
add-log-exp
add-exp-log add-cbrt-cube
log-pow
log-div associate-/l*
log-prod flip3-+ associate-*r* associate-*l* associate-/r* flip-+
associate-+l+ div-sub sum-log
cbrt-undiv +-commutative associate-+l- sub-neg frac-2neg diff-log div-exp rem-log-exp pow-prod-down prod-exp clear-num *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 80
Calls
4 calls:
21.0ms
(* y (exp z))
76.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
49.0ms
(log (+ (- 1.0 y) (* y (exp z))))
40.0ms
(+ (- 1.0 y) (* y (exp z)))

series416.0ms

Counts
4 → 12
Calls
4 calls:
25.0ms
(* y (exp z))
203.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
126.0ms
(log (+ (- 1.0 y) (* y (exp z))))
62.0ms
(+ (- 1.0 y) (* y (exp z)))

simplify55.0ms

Counts
92 → 92

prune404.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 4.3b

localize35.0ms

Local error

Found 4 expressions with local error:

0.4b
(cbrt (* y (exp z)))
0.4b
(cbrt (* y (exp z)))
2.4b
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
11.6b
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

rewrite181.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
pow1 add-exp-log add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-cbrt-cube
log-prod
cbrt-prod log-div associate-+l+ flip3-+ pow1/3 sum-log flip-+
+-commutative associate-+l- sub-neg diff-log rem-log-exp log-pow
Counts
4 → 47
Calls
4 calls:
13.0ms
(cbrt (* y (exp z)))
11.0ms
(cbrt (* y (exp z)))
80.0ms
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
76.0ms
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

series382.0ms

Counts
4 → 12
Calls
4 calls:
75.0ms
(cbrt (* y (exp z)))
90.0ms
(cbrt (* y (exp z)))
137.0ms
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
80.0ms
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

simplify95.0ms

Counts
59 → 59

prune235.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 4.3b

localize37.0ms

Local error

Found 4 expressions with local error:

0.4b
(cbrt (* y (exp z)))
0.4b
(cbrt (* y (exp z)))
2.4b
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
11.6b
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

rewrite177.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
pow1 add-exp-log add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-cbrt-cube
log-prod
cbrt-prod log-div associate-+l+ flip3-+ pow1/3 sum-log flip-+
+-commutative associate-+l- sub-neg diff-log rem-log-exp log-pow
Counts
4 → 47
Calls
4 calls:
10.0ms
(cbrt (* y (exp z)))
10.0ms
(cbrt (* y (exp z)))
82.0ms
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
75.0ms
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

series383.0ms

Counts
4 → 12
Calls
4 calls:
78.0ms
(cbrt (* y (exp z)))
97.0ms
(cbrt (* y (exp z)))
126.0ms
(log (+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z))))))
82.0ms
(+ (- 1.0 y) (* (* (cbrt (* y (exp z))) (cbrt (* y (exp z)))) (cbrt (* y (exp z)))))

simplify96.0ms

Counts
59 → 59

prune371.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 4.3b

localize32.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (/ 1.0 2.0) (pow z 2))
0.0b
(- x (/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t))
4.5b
(* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))
5.9b
(/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t)

rewrite191.0ms

Algorithm
rewrite-expression-head
Rules
46×add-sqr-sqrt
25×*-un-lft-identity
23×add-cube-cbrt times-frac
21×add-exp-log
16×associate-*l*
13×add-cbrt-cube
11×associate-*r*
unswap-sqr
prod-exp
pow1 add-log-exp
unpow-prod-down
div-exp
associate-/r* cbrt-unprod associate-/l* unpow2 sqr-pow
cbrt-undiv pow-to-exp flip3-+ associate-*r/ pow-exp *-commutative flip-+ div-inv associate-/l/ difference-of-squares
distribute-rgt-in sub-neg flip3-- frac-2neg distribute-lft-in diff-log pow-prod-down associate-*l/ clear-num flip-- distribute-lft-out--
Counts
4 → 112
Calls
4 calls:
33.0ms
(* (/ 1.0 2.0) (pow z 2))
35.0ms
(- x (/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t))
51.0ms
(* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))
65.0ms
(/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t)

series495.0ms

Counts
4 → 12
Calls
4 calls:
40.0ms
(* (/ 1.0 2.0) (pow z 2))
170.0ms
(- x (/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t))
106.0ms
(* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))
179.0ms
(/ (+ (log 1.0) (* y (+ (* (/ 1.0 2.0) (pow z 2)) (* 1.0 z)))) t)

simplify65.0ms

Counts
124 → 124

prune467.0ms

Pruning

13 alts after pruning (11 fresh and 2 done)

Merged error: 4.2b

regimes794.0ms

Accuracy

67.6% (4.2b remaining)

Error of 8.5b against oracle of 4.3b and baseline of 17.2b

bsearch2.0ms

simplify108.0ms

end0.0ms

sample5.8s

Algorithm
intervals
Results
1.6s1461×body10240exit
1.5s1386×body1280valid
699.0ms1593×body640valid
373.0ms3570×body80valid
306.0ms910×body320valid
161.0ms79×body2560valid
149.0ms2526×body80nan
78.0ms490×body160valid
75.0ms261×body640nan
67.0ms186×body320nan
49.0ms116×body1280nan
13.0ms104×body160nan